Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 101766 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 4 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 46.0 MiB |
| Average record size in memory | 474.3 B |
Variable types
| Categorical | 18 |
|---|---|
| Numeric | 13 |
| Dataset has 4 (< 0.1%) duplicate rows | Duplicates |
age is highly overall correlated with age_sq | High correlation |
admission_source is highly overall correlated with admission_type | High correlation |
age_sq is highly overall correlated with age | High correlation |
invisits is highly overall correlated with sum_visits | High correlation |
admission_type is highly overall correlated with admission_source | High correlation |
change_meds is highly overall correlated with diabetes_meds and 2 other fields | High correlation |
diabetes_meds is highly overall correlated with change_meds and 2 other fields | High correlation |
insulin is highly overall correlated with change_meds and 2 other fields | High correlation |
no_meds is highly overall correlated with change_meds and 2 other fields | High correlation |
sum_visits is highly overall correlated with invisits | High correlation |
race is highly imbalanced (52.2%) | Imbalance |
glucose_test_result is highly imbalanced (81.2%) | Imbalance |
glimepiride is highly imbalanced (70.9%) | Imbalance |
glyburide is highly imbalanced (51.6%) | Imbalance |
pioglitazone is highly imbalanced (62.7%) | Imbalance |
repaglinide is highly imbalanced (88.7%) | Imbalance |
rosiglitazone is highly imbalanced (66.3%) | Imbalance |
payer_code has 4655 (4.6%) zeros | Zeros |
non_lab_procedures has 46652 (45.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-13 14:44:47.714638 |
|---|---|
| Analysis finished | 2023-11-13 14:45:21.831520 |
| Duration | 34.12 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
race
Categorical
IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.3 MiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| Not Registered | 4839 |
| Hispanic | 1982 |
| Other | 1458 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 10.240267 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1042111 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Caucasian |
|---|---|
| 2nd row | Caucasian |
| 3rd row | Caucasian |
| 4th row | Not Registered |
| 5th row | Caucasian |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 74146 | |
| AfricanAmerican | 18720 | 18.4% |
| Not Registered | 4839 | 4.8% |
| Hispanic | 1982 | 1.9% |
| Other | 1458 | 1.4% |
| Asian | 621 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| caucasian | 74146 | |
| africanamerican | 18720 | 17.6% |
| not | 4839 | 4.5% |
| registered | 4839 | 4.5% |
| hispanic | 1982 | 1.9% |
| other | 1458 | 1.4% |
| asian | 621 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 262481 | |
| i | 121010 | |
| n | 114189 | |
| c | 113568 | |
| s | 81588 | 7.8% |
| C | 74146 | 7.1% |
| u | 74146 | 7.1% |
| r | 43737 | 4.2% |
| A | 38061 | 3.7% |
| e | 34695 | 3.3% |
| Other values (13) | 84490 | 8.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 911947 | |
| Uppercase Letter | 125325 | 12.0% |
| Space Separator | 4839 | 0.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 262481 | |
| i | 121010 | |
| n | 114189 | |
| c | 113568 | |
| s | 81588 | 8.9% |
| u | 74146 | 8.1% |
| r | 43737 | 4.8% |
| e | 34695 | 3.8% |
| m | 18720 | 2.1% |
| f | 18720 | 2.1% |
| Other values (6) | 29093 | 3.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 74146 | |
| A | 38061 | |
| N | 4839 | 3.9% |
| R | 4839 | 3.9% |
| H | 1982 | 1.6% |
| O | 1458 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 4839 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1037272 | |
| Common | 4839 | 0.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 262481 | |
| i | 121010 | |
| n | 114189 | |
| c | 113568 | |
| s | 81588 | 7.9% |
| C | 74146 | 7.1% |
| u | 74146 | 7.1% |
| r | 43737 | 4.2% |
| A | 38061 | 3.7% |
| e | 34695 | 3.3% |
| Other values (12) | 79651 | 7.7% |
Common
| Value | Count | Frequency (%) |
| 4839 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1042111 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 262481 | |
| i | 121010 | |
| n | 114189 | |
| c | 113568 | |
| s | 81588 | 7.8% |
| C | 74146 | 7.1% |
| u | 74146 | 7.1% |
| r | 43737 | 4.2% |
| A | 38061 | 3.7% |
| e | 34695 | 3.3% |
| Other values (13) | 84490 | 8.1% |
age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.931028 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 158 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.8633167 |
|---|---|
| Coefficient of variation (CV) | 0.26883698 |
| Kurtosis | 1.5255955 |
| Mean | 6.931028 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.0959809 |
| Sum | 705343 |
| Variance | 3.471949 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 8 | 25334 | |
| 7 | 21885 | |
| 6 | 16780 | |
| 9 | 16777 | |
| 5 | 9407 | 9.2% |
| 4 | 3677 | 3.6% |
| 1 | 2757 | 2.7% |
| 10 | 2714 | 2.7% |
| 3 | 1609 | 1.6% |
| 2 | 668 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 158 | 0.2% |
| 1 | 2757 | 2.7% |
| 2 | 668 | 0.7% |
| 3 | 1609 | 1.6% |
| 4 | 3677 | 3.6% |
| 5 | 9407 | 9.2% |
| 6 | 16780 | |
| 7 | 21885 | |
| 8 | 25334 | |
| 9 | 16777 |
| Value | Count | Frequency (%) |
| 10 | 2714 | 2.7% |
| 9 | 16777 | |
| 8 | 25334 | |
| 7 | 21885 | |
| 6 | 16780 | |
| 5 | 9407 | 9.2% |
| 4 | 3677 | 3.6% |
| 3 | 1609 | 1.6% |
| 2 | 668 | 0.7% |
| 1 | 2757 | 2.7% |
payer_code
Real number (ℝ)
ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.354303 |
| Minimum | -1 |
|---|---|
| Maximum | 99 |
| Zeros | 4655 |
| Zeros (%) | 4.6% |
| Negative | 40256 |
| Negative (%) | 39.6% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 14 |
| Maximum | 99 |
| Range | 100 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 12.932999 |
|---|---|
| Coefficient of variation (CV) | 2.4154402 |
| Kurtosis | 41.668381 |
| Mean | 5.354303 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 6.1383757 |
| Sum | 544886 |
| Variance | 167.26245 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| -1 | 40256 | |
| 7 | 32439 | |
| 6 | 6274 | 6.2% |
| 14 | 5007 | 4.9% |
| 0 | 4655 | 4.6% |
| 8 | 3532 | 3.5% |
| 3 | 2533 | 2.5% |
| 15 | 2448 | 2.4% |
| 2 | 1937 | 1.9% |
| 99 | 1652 | 1.6% |
| Value | Count | Frequency (%) |
| -1 | 40256 | |
| 0 | 4655 | 4.6% |
| 2 | 1937 | 1.9% |
| 3 | 2533 | 2.5% |
| 6 | 6274 | 6.2% |
| 7 | 32439 | |
| 8 | 3532 | 3.5% |
| 10 | 1033 | 1.0% |
| 14 | 5007 | 4.9% |
| 15 | 2448 | 2.4% |
| Value | Count | Frequency (%) |
| 99 | 1652 | 1.6% |
| 15 | 2448 | 2.4% |
| 14 | 5007 | 4.9% |
| 10 | 1033 | 1.0% |
| 8 | 3532 | 3.5% |
| 7 | 32439 | |
| 6 | 6274 | 6.2% |
| 3 | 2533 | 2.5% |
| 2 | 1937 | 1.9% |
| 0 | 4655 | 4.6% |
invisits
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 4 | 3638 |
| 3 | 3411 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 4 | 3638 | 3.6% |
| 3 | 3411 | 3.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 4 | 3638 | 3.6% |
| 3 | 3411 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 4 | 3638 | 3.6% |
| 3 | 3411 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 4 | 3638 | 3.6% |
| 3 | 3411 | 3.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 4 | 3638 | 3.6% |
| 3 | 3411 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 67630 | |
| 1 | 19521 | 19.2% |
| 2 | 7566 | 7.4% |
| 4 | 3638 | 3.6% |
| 3 | 3411 | 3.4% |
admission_type
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 1 | |
|---|---|
| 0 | |
| 6 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 6 |
| 4th row | 6 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 0 | 18900 | 18.6% |
| 6 | 18480 | 18.2% |
| 3 | 10396 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 0 | 18900 | 18.6% |
| 6 | 18480 | 18.2% |
| 3 | 10396 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 0 | 18900 | 18.6% |
| 6 | 18480 | 18.2% |
| 3 | 10396 | 10.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 0 | 18900 | 18.6% |
| 6 | 18480 | 18.2% |
| 3 | 10396 | 10.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 0 | 18900 | 18.6% |
| 6 | 18480 | 18.2% |
| 3 | 10396 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 53990 | |
| 0 | 18900 | 18.6% |
| 6 | 18480 | 18.2% |
| 3 | 10396 | 10.2% |
disposition
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2777155 |
| Minimum | 1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 11 |
| 95-th percentile | 21 |
| Maximum | 23 |
| Range | 22 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.4155546 |
|---|---|
| Coefficient of variation (CV) | 1.1812505 |
| Kurtosis | -0.29985291 |
| Mean | 6.2777155 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0865706 |
| Sum | 638858 |
| Variance | 54.990451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 11 | 17516 | 17.2% |
| 21 | 14577 | 14.3% |
| 7 | 2216 | 2.2% |
| 6 | 2176 | 2.1% |
| 4 | 2090 | 2.1% |
| 9 | 1184 | 1.2% |
| 23 | 989 | 1.0% |
| 5 | 412 | 0.4% |
| 20 | 372 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 60234 | |
| 4 | 2090 | 2.1% |
| 5 | 412 | 0.4% |
| 6 | 2176 | 2.1% |
| 7 | 2216 | 2.2% |
| 9 | 1184 | 1.2% |
| 11 | 17516 | 17.2% |
| 20 | 372 | 0.4% |
| 21 | 14577 | 14.3% |
| 23 | 989 | 1.0% |
| Value | Count | Frequency (%) |
| 23 | 989 | 1.0% |
| 21 | 14577 | 14.3% |
| 20 | 372 | 0.4% |
| 11 | 17516 | 17.2% |
| 9 | 1184 | 1.2% |
| 7 | 2216 | 2.2% |
| 6 | 2176 | 2.1% |
| 5 | 412 | 0.4% |
| 4 | 2090 | 2.1% |
| 1 | 60234 |
admission_source
Real number (ℝ)
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2910501 |
| Minimum | 1 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 12 |
| 95-th percentile | 15 |
| Maximum | 15 |
| Range | 14 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.4378786 |
|---|---|
| Coefficient of variation (CV) | 1.0277504 |
| Kurtosis | -1.5261728 |
| Mean | 5.2910501 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.59569808 |
| Sum | 538449 |
| Variance | 29.570524 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 57494 | |
| 12 | 30669 | |
| 3 | 6906 | 6.8% |
| 15 | 5466 | 5.4% |
| 8 | 867 | 0.9% |
| 13 | 203 | 0.2% |
| 4 | 161 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 57494 | |
| 3 | 6906 | 6.8% |
| 4 | 161 | 0.2% |
| 8 | 867 | 0.9% |
| 12 | 30669 | |
| 13 | 203 | 0.2% |
| 15 | 5466 | 5.4% |
| Value | Count | Frequency (%) |
| 15 | 5466 | 5.4% |
| 13 | 203 | 0.2% |
| 12 | 30669 | |
| 8 | 867 | 0.9% |
| 4 | 161 | 0.2% |
| 3 | 6906 | 6.8% |
| 1 | 57494 |
length_stay
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3959869 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9851078 |
|---|---|
| Coefficient of variation (CV) | 0.67905293 |
| Kurtosis | 0.85025084 |
| Mean | 4.3959869 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1339987 |
| Sum | 447362 |
| Variance | 8.9108684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 17756 | |
| 2 | 17224 | |
| 1 | 14208 | |
| 4 | 13924 | |
| 5 | 9966 | |
| 6 | 7539 | |
| 7 | 5859 | 5.8% |
| 8 | 4391 | 4.3% |
| 9 | 3002 | 2.9% |
| 10 | 2342 | 2.3% |
| Other values (4) | 5555 | 5.5% |
| Value | Count | Frequency (%) |
| 1 | 14208 | |
| 2 | 17224 | |
| 3 | 17756 | |
| 4 | 13924 | |
| 5 | 9966 | |
| 6 | 7539 | |
| 7 | 5859 | 5.8% |
| 8 | 4391 | 4.3% |
| 9 | 3002 | 2.9% |
| 10 | 2342 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 1042 | 1.0% |
| 13 | 1210 | 1.2% |
| 12 | 1448 | 1.4% |
| 11 | 1855 | 1.8% |
| 10 | 2342 | 2.3% |
| 9 | 3002 | 2.9% |
| 8 | 4391 | |
| 7 | 5859 | |
| 6 | 7539 | |
| 5 | 9966 |
num_tests
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.095641 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.674362 |
|---|---|
| Coefficient of variation (CV) | 0.45652789 |
| Kurtosis | -0.24507352 |
| Mean | 43.095641 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.23654392 |
| Sum | 4385671 |
| Variance | 387.08053 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 3208 | 3.2% |
| 43 | 2804 | 2.8% |
| 44 | 2496 | 2.5% |
| 45 | 2376 | 2.3% |
| 38 | 2213 | 2.2% |
| 40 | 2201 | 2.2% |
| 46 | 2189 | 2.2% |
| 41 | 2117 | 2.1% |
| 42 | 2113 | 2.1% |
| 47 | 2106 | 2.1% |
| Other values (108) | 77943 |
| Value | Count | Frequency (%) |
| 1 | 3208 | |
| 2 | 1101 | 1.1% |
| 3 | 668 | 0.7% |
| 4 | 378 | 0.4% |
| 5 | 286 | 0.3% |
| 6 | 282 | 0.3% |
| 7 | 323 | 0.3% |
| 8 | 366 | 0.4% |
| 9 | 933 | 0.9% |
| 10 | 838 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 129 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 2 | |
| 113 | 3 | |
| 111 | 3 | |
| 109 | 4 |
non_lab_procedures
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3397304 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 46652 |
| Zeros (%) | 45.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.705807 |
|---|---|
| Coefficient of variation (CV) | 1.2732465 |
| Kurtosis | 0.8571103 |
| Mean | 1.3397304 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3164148 |
| Sum | 136339 |
| Variance | 2.9097775 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 46652 | |
| 1 | 20742 | |
| 2 | 12717 | 12.5% |
| 3 | 9443 | 9.3% |
| 6 | 4954 | 4.9% |
| 4 | 4180 | 4.1% |
| 5 | 3078 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 46652 | |
| 1 | 20742 | |
| 2 | 12717 | 12.5% |
| 3 | 9443 | 9.3% |
| 4 | 4180 | 4.1% |
| 5 | 3078 | 3.0% |
| 6 | 4954 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 4954 | 4.9% |
| 5 | 3078 | 3.0% |
| 4 | 4180 | 4.1% |
| 3 | 9443 | 9.3% |
| 2 | 12717 | 12.5% |
| 1 | 20742 | |
| 0 | 46652 |
num_meds
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.021844 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.1275662 |
|---|---|
| Coefficient of variation (CV) | 0.50728032 |
| Kurtosis | 3.4681549 |
| Mean | 16.021844 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3266721 |
| Sum | 1630479 |
| Variance | 66.057332 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 6086 | 6.0% |
| 12 | 6004 | 5.9% |
| 11 | 5795 | 5.7% |
| 15 | 5792 | 5.7% |
| 14 | 5707 | 5.6% |
| 16 | 5430 | 5.3% |
| 10 | 5346 | 5.3% |
| 17 | 4919 | 4.8% |
| 9 | 4913 | 4.8% |
| 18 | 4523 | 4.4% |
| Other values (65) | 47251 |
| Value | Count | Frequency (%) |
| 1 | 262 | 0.3% |
| 2 | 470 | 0.5% |
| 3 | 900 | 0.9% |
| 4 | 1417 | 1.4% |
| 5 | 2017 | 2.0% |
| 6 | 2699 | |
| 7 | 3484 | |
| 8 | 4353 | |
| 9 | 4913 | |
| 10 | 5346 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 3 | |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 7 | |
| 67 | 7 | |
| 66 | 5 |
diag_1
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5480416 |
| Minimum | 1 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 18 |
| Range | 17 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.4432368 |
|---|---|
| Coefficient of variation (CV) | 0.51979589 |
| Kurtosis | -0.42835521 |
| Mean | 8.5480416 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.54847408 |
| Sum | 869900 |
| Variance | 19.742354 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 30336 | |
| 3 | 11459 | 11.3% |
| 8 | 10407 | 10.2% |
| 9 | 9208 | 9.0% |
| 16 | 7636 | 7.5% |
| 17 | 6974 | 6.9% |
| 10 | 5078 | 5.0% |
| 13 | 4957 | 4.9% |
| 2 | 3433 | 3.4% |
| 1 | 2768 | 2.7% |
| Other values (6) | 9510 | 9.3% |
| Value | Count | Frequency (%) |
| 1 | 2768 | 2.7% |
| 2 | 3433 | 3.4% |
| 3 | 11459 | 11.3% |
| 4 | 1103 | 1.1% |
| 5 | 2262 | 2.2% |
| 6 | 1211 | 1.2% |
| 7 | 30336 | |
| 8 | 10407 | 10.2% |
| 9 | 9208 | 9.0% |
| 10 | 5078 | 5.0% |
| Value | Count | Frequency (%) |
| 18 | 1666 | 1.6% |
| 17 | 6974 | 6.9% |
| 16 | 7636 | 7.5% |
| 13 | 4957 | 4.9% |
| 12 | 2530 | 2.5% |
| 11 | 738 | 0.7% |
| 10 | 5078 | 5.0% |
| 9 | 9208 | 9.0% |
| 8 | 10407 | 10.2% |
| 7 | 30336 |
diag_2
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3805691 |
| Minimum | -1 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 466 |
| Negative (%) | 0.5% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 16 |
| Maximum | 18 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.0940042 |
|---|---|
| Coefficient of variation (CV) | 0.55470033 |
| Kurtosis | 0.43950178 |
| Mean | 7.3805691 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.84795121 |
| Sum | 751091 |
| Variance | 16.76087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 7 | 31365 | |
| 3 | 21017 | |
| 8 | 10251 | 10.1% |
| 10 | 7987 | 7.8% |
| 16 | 4632 | 4.6% |
| 9 | 3962 | 3.9% |
| 12 | 3596 | 3.5% |
| 4 | 2926 | 2.9% |
| 5 | 2657 | 2.6% |
| 2 | 2547 | 2.5% |
| Other values (7) | 10826 | 10.6% |
| Value | Count | Frequency (%) |
| -1 | 466 | 0.5% |
| 1 | 1931 | 1.9% |
| 2 | 2547 | 2.5% |
| 3 | 21017 | |
| 4 | 2926 | 2.9% |
| 5 | 2657 | 2.6% |
| 6 | 1286 | 1.3% |
| 7 | 31365 | |
| 8 | 10251 | 10.1% |
| 9 | 3962 | 3.9% |
| Value | Count | Frequency (%) |
| 18 | 2536 | 2.5% |
| 17 | 2428 | 2.4% |
| 16 | 4632 | 4.6% |
| 13 | 1764 | 1.7% |
| 12 | 3596 | 3.5% |
| 11 | 415 | 0.4% |
| 10 | 7987 | 7.8% |
| 9 | 3962 | 3.9% |
| 8 | 10251 | 10.1% |
| 7 | 31365 |
diag_3
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.201757 |
| Minimum | -1 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1519 |
| Negative (%) | 1.5% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 17 |
| Maximum | 18 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.4895567 |
|---|---|
| Coefficient of variation (CV) | 0.62339742 |
| Kurtosis | 0.32121715 |
| Mean | 7.201757 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.92240615 |
| Sum | 732894 |
| Variance | 20.15612 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 7 | 29918 | |
| 3 | 26308 | |
| 8 | 6774 | 6.7% |
| 10 | 6327 | 6.2% |
| 18 | 5058 | 5.0% |
| 16 | 4523 | 4.4% |
| 9 | 3572 | 3.5% |
| 5 | 3136 | 3.1% |
| 4 | 2490 | 2.4% |
| 12 | 2488 | 2.4% |
| Other values (7) | 11172 | 11.0% |
| Value | Count | Frequency (%) |
| -1 | 1519 | 1.5% |
| 1 | 1861 | 1.8% |
| 2 | 1856 | 1.8% |
| 3 | 26308 | |
| 4 | 2490 | 2.4% |
| 5 | 3136 | 3.1% |
| 6 | 1766 | 1.7% |
| 7 | 29918 | |
| 8 | 6774 | 6.7% |
| 9 | 3572 | 3.5% |
| Value | Count | Frequency (%) |
| 18 | 5058 | 5.0% |
| 17 | 1946 | 1.9% |
| 16 | 4523 | 4.4% |
| 13 | 1915 | 1.9% |
| 12 | 2488 | 2.4% |
| 11 | 309 | 0.3% |
| 10 | 6327 | 6.2% |
| 9 | 3572 | 3.5% |
| 8 | 6774 | 6.7% |
| 7 | 29918 |
num_diag
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4226068 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9336001 |
|---|---|
| Coefficient of variation (CV) | 0.26050149 |
| Kurtosis | -0.079056024 |
| Mean | 7.4226068 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.87674624 |
| Sum | 755369 |
| Variance | 3.7388095 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 9 | 49474 | |
| 5 | 11393 | 11.2% |
| 8 | 10616 | 10.4% |
| 7 | 10393 | 10.2% |
| 6 | 10161 | 10.0% |
| 4 | 5537 | 5.4% |
| 3 | 2835 | 2.8% |
| 2 | 1023 | 1.0% |
| 1 | 219 | 0.2% |
| 16 | 45 | < 0.1% |
| Other values (6) | 70 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 219 | 0.2% |
| 2 | 1023 | 1.0% |
| 3 | 2835 | 2.8% |
| 4 | 5537 | 5.4% |
| 5 | 11393 | 11.2% |
| 6 | 10161 | 10.0% |
| 7 | 10393 | 10.2% |
| 8 | 10616 | 10.4% |
| 9 | 49474 | |
| 10 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 45 | < 0.1% |
| 15 | 10 | < 0.1% |
| 14 | 7 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 9 | < 0.1% |
| 11 | 11 | < 0.1% |
| 10 | 17 | < 0.1% |
| 9 | 49474 | |
| 8 | 10616 | 10.4% |
| 7 | 10393 | 10.2% |
glucose_test_result
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.3 MiB |
| Not tested | |
|---|---|
| Normal | 2597 |
| Probably diabetic | 1485 |
| Diabetic | 1264 |
Length
| Max length | 17 |
|---|---|
| Median length | 10 |
| Mean length | 9.9752275 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1015139 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not tested |
|---|---|
| 2nd row | Normal |
| 3rd row | Not tested |
| 4th row | Not tested |
| 5th row | Not tested |
Common Values
| Value | Count | Frequency (%) |
| Not tested | 96420 | |
| Normal | 2597 | 2.6% |
| Probably diabetic | 1485 | 1.5% |
| Diabetic | 1264 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| not | 96420 | |
| tested | 96420 | |
| diabetic | 2749 | 1.4% |
| normal | 2597 | 1.3% |
| probably | 1485 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 292009 | |
| e | 195589 | |
| o | 100502 | 9.9% |
| N | 99017 | 9.8% |
| 97905 | 9.6% | |
| d | 97905 | 9.6% |
| s | 96420 | 9.5% |
| a | 6831 | 0.7% |
| b | 5719 | 0.6% |
| i | 5498 | 0.5% |
| Other values (7) | 17744 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 815468 | |
| Uppercase Letter | 101766 | 10.0% |
| Space Separator | 97905 | 9.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 292009 | |
| e | 195589 | |
| o | 100502 | 12.3% |
| d | 97905 | 12.0% |
| s | 96420 | 11.8% |
| a | 6831 | 0.8% |
| b | 5719 | 0.7% |
| i | 5498 | 0.7% |
| r | 4082 | 0.5% |
| l | 4082 | 0.5% |
| Other values (3) | 6831 | 0.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 99017 | |
| P | 1485 | 1.5% |
| D | 1264 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 97905 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 917234 | |
| Common | 97905 | 9.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 292009 | |
| e | 195589 | |
| o | 100502 | 11.0% |
| N | 99017 | 10.8% |
| d | 97905 | 10.7% |
| s | 96420 | 10.5% |
| a | 6831 | 0.7% |
| b | 5719 | 0.6% |
| i | 5498 | 0.6% |
| r | 4082 | 0.4% |
| Other values (6) | 13662 | 1.5% |
Common
| Value | Count | Frequency (%) |
| 97905 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1015139 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 292009 | |
| e | 195589 | |
| o | 100502 | 9.9% |
| N | 99017 | 9.8% |
| 97905 | 9.6% | |
| d | 97905 | 9.6% |
| s | 96420 | 9.5% |
| a | 6831 | 0.7% |
| b | 5719 | 0.6% |
| i | 5498 | 0.5% |
| Other values (7) | 17744 | 1.7% |
a1c_test_result
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.3 MiB |
| Not tested | |
|---|---|
| Diabetic | |
| Normal | 4990 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.5674783 |
| Min length | 6 |
Characters and Unicode
| Total characters | 973644 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not tested |
|---|---|
| 2nd row | Not tested |
| 3rd row | Not tested |
| 4th row | Not tested |
| 5th row | Not tested |
Common Values
| Value | Count | Frequency (%) |
| Not tested | 84748 | |
| Diabetic | 12028 | 11.8% |
| Normal | 4990 | 4.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| not | 84748 | |
| tested | 84748 | |
| diabetic | 12028 | 6.4% |
| normal | 4990 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 266272 | |
| e | 181524 | |
| N | 89738 | 9.2% |
| o | 89738 | 9.2% |
| 84748 | 8.7% | |
| s | 84748 | 8.7% |
| d | 84748 | 8.7% |
| i | 24056 | 2.5% |
| a | 17018 | 1.7% |
| D | 12028 | 1.2% |
| Other values (5) | 39026 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 787130 | |
| Uppercase Letter | 101766 | 10.5% |
| Space Separator | 84748 | 8.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 266272 | |
| e | 181524 | |
| o | 89738 | 11.4% |
| s | 84748 | 10.8% |
| d | 84748 | 10.8% |
| i | 24056 | 3.1% |
| a | 17018 | 2.2% |
| b | 12028 | 1.5% |
| c | 12028 | 1.5% |
| r | 4990 | 0.6% |
| Other values (2) | 9980 | 1.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 89738 | |
| D | 12028 | 11.8% |
Space Separator
| Value | Count | Frequency (%) |
| 84748 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 888896 | |
| Common | 84748 | 8.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 266272 | |
| e | 181524 | |
| N | 89738 | 10.1% |
| o | 89738 | 10.1% |
| s | 84748 | 9.5% |
| d | 84748 | 9.5% |
| i | 24056 | 2.7% |
| a | 17018 | 1.9% |
| D | 12028 | 1.4% |
| b | 12028 | 1.4% |
| Other values (4) | 26998 | 3.0% |
Common
| Value | Count | Frequency (%) |
| 84748 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 973644 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 266272 | |
| e | 181524 | |
| N | 89738 | 9.2% |
| o | 89738 | 9.2% |
| 84748 | 8.7% | |
| s | 84748 | 8.7% |
| d | 84748 | 8.7% |
| i | 24056 | 2.5% |
| a | 17018 | 1.7% |
| D | 12028 | 1.2% |
| Other values (5) | 39026 | 4.0% |
change_meds
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 54755 | |
| 1 | 47011 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 54755 | |
| 1 | 47011 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 54755 | |
| 1 | 47011 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 54755 | |
| 1 | 47011 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 54755 | |
| 1 | 47011 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 54755 | |
| 1 | 47011 |
diabetes_meds
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 78363 | |
| 0 | 23403 | 23.0% |
glimepiride
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 | 5191 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 96575 | |
| 1 | 5191 | 5.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 96575 | |
| 1 | 5191 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 96575 | |
| 1 | 5191 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 96575 | |
| 1 | 5191 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 96575 | |
| 1 | 5191 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 96575 | |
| 1 | 5191 | 5.1% |
glipizide
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 89080 | |
| 1 | 12686 | 12.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 89080 | |
| 1 | 12686 | 12.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 89080 | |
| 1 | 12686 | 12.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 89080 | |
| 1 | 12686 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 89080 | |
| 1 | 12686 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 89080 | |
| 1 | 12686 | 12.5% |
glyburide
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 91116 | |
| 1 | 10650 | 10.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 91116 | |
| 1 | 10650 | 10.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 91116 | |
| 1 | 10650 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 91116 | |
| 1 | 10650 | 10.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 91116 | |
| 1 | 10650 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 91116 | |
| 1 | 10650 | 10.5% |
insulin
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 54383 | |
| 0 | 47383 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 54383 | |
| 0 | 47383 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 54383 | |
| 0 | 47383 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 54383 | |
| 0 | 47383 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 54383 | |
| 0 | 47383 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 54383 | |
| 0 | 47383 |
pioglitazone
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 | 7328 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 94438 | |
| 1 | 7328 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 94438 | |
| 1 | 7328 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 94438 | |
| 1 | 7328 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 94438 | |
| 1 | 7328 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 94438 | |
| 1 | 7328 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 94438 | |
| 1 | 7328 | 7.2% |
repaglinide
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 | 1539 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 100227 | |
| 1 | 1539 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 100227 | |
| 1 | 1539 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 100227 | |
| 1 | 1539 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 100227 | |
| 1 | 1539 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 100227 | |
| 1 | 1539 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 100227 | |
| 1 | 1539 | 1.5% |
rosiglitazone
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 | 6365 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 95401 | |
| 1 | 6365 | 6.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 95401 | |
| 1 | 6365 | 6.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 95401 | |
| 1 | 6365 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 95401 | |
| 1 | 6365 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 95401 | |
| 1 | 6365 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 95401 | |
| 1 | 6365 | 6.3% |
metformin
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 81778 | |
| 1 | 19988 | 19.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 81778 | |
| 1 | 19988 | 19.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 81778 | |
| 1 | 19988 | 19.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 81778 | |
| 1 | 19988 | 19.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 81778 | |
| 1 | 19988 | 19.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 81778 | |
| 1 | 19988 | 19.6% |
no_meds
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 78363 | |
| 1 | 23403 | 23.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 78363 | |
| 1 | 23403 | 23.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 78363 | |
| 1 | 23403 | 23.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 78363 | |
| 1 | 23403 | 23.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 78363 | |
| 1 | 23403 | 23.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 78363 | |
| 1 | 23403 | 23.0% |
sum_visits
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 4 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 55828 | |
| 1 | 19941 | 19.6% |
| 2 | 10062 | 9.9% |
| 4 | 10031 | 9.9% |
| 3 | 5904 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 55828 | |
| 1 | 19941 | 19.6% |
| 2 | 10062 | 9.9% |
| 4 | 10031 | 9.9% |
| 3 | 5904 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 55828 | |
| 1 | 19941 | 19.6% |
| 2 | 10062 | 9.9% |
| 4 | 10031 | 9.9% |
| 3 | 5904 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 55828 | |
| 1 | 19941 | 19.6% |
| 2 | 10062 | 9.9% |
| 4 | 10031 | 9.9% |
| 3 | 5904 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 55828 | |
| 1 | 19941 | 19.6% |
| 2 | 10062 | 9.9% |
| 4 | 10031 | 9.9% |
| 3 | 5904 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 55828 | |
| 1 | 19941 | 19.6% |
| 2 | 10062 | 9.9% |
| 4 | 10031 | 9.9% |
| 3 | 5904 | 5.8% |
is_diabetic
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.4 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101766 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 63518 | |
| 1 | 38248 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 63518 | |
| 1 | 38248 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 63518 | |
| 1 | 38248 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101766 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 63518 | |
| 1 | 38248 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101766 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 63518 | |
| 1 | 38248 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101766 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 63518 | |
| 1 | 38248 |
age_sq
Real number (ℝ)
HIGH CORRELATION
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.511065 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 158 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 36 |
| median | 49 |
| Q3 | 64 |
| 95-th percentile | 81 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 22.651429 |
|---|---|
| Coefficient of variation (CV) | 0.4397391 |
| Kurtosis | -0.48076143 |
| Mean | 51.511065 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.15732795 |
| Sum | 5242075 |
| Variance | 513.08724 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 64 | 25334 | |
| 49 | 21885 | |
| 36 | 16780 | |
| 81 | 16777 | |
| 25 | 9407 | 9.2% |
| 16 | 3677 | 3.6% |
| 1 | 2757 | 2.7% |
| 100 | 2714 | 2.7% |
| 9 | 1609 | 1.6% |
| 4 | 668 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 158 | 0.2% |
| 1 | 2757 | 2.7% |
| 4 | 668 | 0.7% |
| 9 | 1609 | 1.6% |
| 16 | 3677 | 3.6% |
| 25 | 9407 | 9.2% |
| 36 | 16780 | |
| 49 | 21885 | |
| 64 | 25334 | |
| 81 | 16777 |
| Value | Count | Frequency (%) |
| 100 | 2714 | 2.7% |
| 81 | 16777 | |
| 64 | 25334 | |
| 49 | 21885 | |
| 36 | 16780 | |
| 25 | 9407 | 9.2% |
| 16 | 3677 | 3.6% |
| 9 | 1609 | 1.6% |
| 4 | 668 | 0.7% |
| 1 | 2757 | 2.7% |
| age | payer_code | disposition | admission_source | length_stay | num_tests | non_lab_procedures | num_meds | diag_1 | diag_2 | diag_3 | num_diag | age_sq | race | invisits | admission_type | glucose_test_result | a1c_test_result | change_meds | diabetes_meds | glimepiride | glipizide | glyburide | insulin | pioglitazone | repaglinide | rosiglitazone | metformin | no_meds | sum_visits | is_diabetic | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.068 | 0.298 | -0.035 | 0.115 | 0.025 | -0.058 | 0.028 | 0.034 | 0.070 | 0.063 | 0.190 | 1.000 | 0.083 | 0.059 | 0.052 | 0.035 | 0.094 | 0.054 | 0.044 | 0.040 | 0.062 | 0.083 | 0.093 | 0.050 | 0.051 | 0.046 | 0.111 | 0.044 | 0.051 | 0.269 |
| payer_code | 0.068 | 1.000 | 0.002 | -0.048 | -0.033 | -0.041 | -0.069 | 0.026 | 0.010 | 0.043 | 0.034 | 0.108 | 0.068 | 0.053 | 0.021 | 0.103 | 0.048 | 0.038 | 0.077 | 0.046 | 0.026 | 0.011 | 0.027 | 0.067 | 0.009 | 0.030 | 0.010 | 0.044 | 0.046 | 0.026 | 0.042 |
| disposition | 0.298 | 0.002 | 1.000 | -0.022 | 0.295 | 0.065 | -0.009 | 0.175 | 0.046 | 0.063 | 0.065 | 0.177 | 0.298 | 0.038 | 0.052 | 0.085 | 0.073 | 0.039 | 0.040 | 0.033 | 0.021 | 0.028 | 0.056 | 0.077 | 0.031 | 0.026 | 0.026 | 0.068 | 0.033 | 0.051 | 0.135 |
| admission_source | -0.035 | -0.048 | -0.022 | 1.000 | 0.004 | -0.226 | 0.225 | 0.077 | 0.022 | 0.004 | -0.008 | -0.160 | -0.035 | 0.057 | 0.044 | 0.588 | 0.359 | 0.075 | 0.042 | 0.029 | 0.031 | 0.017 | 0.036 | 0.043 | 0.028 | 0.031 | 0.037 | 0.053 | 0.029 | 0.057 | 0.051 |
| length_stay | 0.115 | -0.033 | 0.295 | 0.004 | 1.000 | 0.337 | 0.187 | 0.465 | -0.044 | 0.074 | 0.071 | 0.237 | 0.115 | 0.014 | 0.045 | 0.028 | 0.029 | 0.048 | 0.115 | 0.070 | 0.020 | 0.021 | 0.027 | 0.104 | 0.005 | 0.036 | 0.016 | 0.020 | 0.070 | 0.027 | 0.127 |
| num_tests | 0.025 | -0.041 | 0.065 | -0.226 | 0.337 | 1.000 | 0.023 | 0.252 | -0.078 | 0.018 | 0.017 | 0.169 | 0.025 | 0.041 | 0.027 | 0.197 | 0.243 | 0.182 | 0.070 | 0.043 | 0.021 | 0.015 | 0.014 | 0.098 | 0.017 | 0.032 | 0.009 | 0.056 | 0.043 | 0.017 | 0.071 |
| non_lab_procedures | -0.058 | -0.069 | -0.009 | 0.225 | 0.187 | 0.023 | 1.000 | 0.352 | 0.006 | 0.057 | 0.051 | 0.067 | -0.058 | 0.024 | 0.041 | 0.157 | 0.045 | 0.046 | 0.027 | 0.030 | 0.013 | 0.014 | 0.014 | 0.032 | 0.012 | 0.000 | 0.014 | 0.040 | 0.030 | 0.047 | 0.081 |
| num_meds | 0.028 | 0.026 | 0.175 | 0.077 | 0.465 | 0.252 | 0.352 | 1.000 | 0.025 | 0.097 | 0.082 | 0.294 | 0.028 | 0.031 | 0.057 | 0.094 | 0.029 | 0.019 | 0.244 | 0.196 | 0.045 | 0.064 | 0.049 | 0.205 | 0.071 | 0.029 | 0.055 | 0.071 | 0.196 | 0.063 | 0.145 |
| diag_1 | 0.034 | 0.010 | 0.046 | 0.022 | -0.044 | -0.078 | 0.006 | 0.025 | 1.000 | 0.005 | 0.009 | 0.012 | 0.034 | 0.043 | 0.056 | 0.164 | 0.045 | 0.096 | 0.074 | 0.060 | 0.028 | 0.061 | 0.068 | 0.138 | 0.050 | 0.013 | 0.040 | 0.120 | 0.060 | 0.049 | 0.343 |
| diag_2 | 0.070 | 0.043 | 0.063 | 0.004 | 0.074 | 0.018 | 0.057 | 0.097 | 0.005 | 1.000 | 0.063 | 0.155 | 0.070 | 0.025 | 0.034 | 0.070 | 0.021 | 0.063 | 0.046 | 0.039 | 0.028 | 0.035 | 0.044 | 0.066 | 0.019 | 0.019 | 0.027 | 0.086 | 0.039 | 0.034 | 0.393 |
| diag_3 | 0.063 | 0.034 | 0.065 | -0.008 | 0.071 | 0.017 | 0.051 | 0.082 | 0.009 | 0.063 | 1.000 | 0.178 | 0.063 | 0.020 | 0.038 | 0.042 | 0.015 | 0.052 | 0.028 | 0.026 | 0.023 | 0.030 | 0.040 | 0.044 | 0.022 | 0.020 | 0.015 | 0.072 | 0.026 | 0.040 | 0.486 |
| num_diag | 0.190 | 0.108 | 0.177 | -0.160 | 0.237 | 0.169 | 0.067 | 0.294 | 0.012 | 0.155 | 0.178 | 1.000 | 0.190 | 0.056 | 0.069 | 0.093 | 0.055 | 0.047 | 0.057 | 0.032 | 0.018 | 0.023 | 0.041 | 0.107 | 0.013 | 0.040 | 0.018 | 0.079 | 0.032 | 0.087 | 0.404 |
| age_sq | 1.000 | 0.068 | 0.298 | -0.035 | 0.115 | 0.025 | -0.058 | 0.028 | 0.034 | 0.070 | 0.063 | 0.190 | 1.000 | 0.081 | 0.046 | 0.050 | 0.034 | 0.082 | 0.050 | 0.039 | 0.033 | 0.056 | 0.077 | 0.073 | 0.043 | 0.051 | 0.042 | 0.107 | 0.039 | 0.040 | 0.247 |
| race | 0.083 | 0.053 | 0.038 | 0.057 | 0.014 | 0.041 | 0.024 | 0.031 | 0.043 | 0.025 | 0.020 | 0.056 | 0.081 | 1.000 | 0.047 | 0.074 | 0.040 | 0.030 | 0.020 | 0.013 | 0.023 | 0.022 | 0.029 | 0.052 | 0.027 | 0.027 | 0.012 | 0.024 | 0.013 | 0.046 | 0.077 |
| invisits | 0.059 | 0.021 | 0.052 | 0.044 | 0.045 | 0.027 | 0.041 | 0.057 | 0.056 | 0.034 | 0.038 | 0.069 | 0.046 | 0.047 | 1.000 | 0.032 | 0.018 | 0.057 | 0.025 | 0.033 | 0.014 | 0.022 | 0.039 | 0.071 | 0.023 | 0.020 | 0.022 | 0.075 | 0.033 | 0.589 | 0.056 |
| admission_type | 0.052 | 0.103 | 0.085 | 0.588 | 0.028 | 0.197 | 0.157 | 0.094 | 0.164 | 0.070 | 0.042 | 0.093 | 0.050 | 0.074 | 0.032 | 1.000 | 0.313 | 0.067 | 0.031 | 0.019 | 0.057 | 0.009 | 0.004 | 0.042 | 0.031 | 0.059 | 0.035 | 0.056 | 0.019 | 0.044 | 0.032 |
| glucose_test_result | 0.035 | 0.048 | 0.073 | 0.359 | 0.029 | 0.243 | 0.045 | 0.029 | 0.045 | 0.021 | 0.015 | 0.055 | 0.034 | 0.040 | 0.018 | 0.313 | 1.000 | 0.052 | 0.057 | 0.050 | 0.034 | 0.000 | 0.008 | 0.063 | 0.017 | 0.018 | 0.005 | 0.029 | 0.050 | 0.046 | 0.040 |
| a1c_test_result | 0.094 | 0.038 | 0.039 | 0.075 | 0.048 | 0.182 | 0.046 | 0.019 | 0.096 | 0.063 | 0.052 | 0.047 | 0.082 | 0.030 | 0.057 | 0.067 | 0.052 | 1.000 | 0.105 | 0.088 | 0.024 | 0.020 | 0.017 | 0.106 | 0.000 | 0.026 | 0.013 | 0.047 | 0.088 | 0.060 | 0.115 |
| change_meds | 0.054 | 0.077 | 0.040 | 0.042 | 0.115 | 0.070 | 0.027 | 0.244 | 0.074 | 0.046 | 0.028 | 0.057 | 0.050 | 0.020 | 0.025 | 0.031 | 0.057 | 0.105 | 1.000 | 0.506 | 0.139 | 0.198 | 0.178 | 0.514 | 0.202 | 0.075 | 0.196 | 0.324 | 0.506 | 0.049 | 0.059 |
| diabetes_meds | 0.044 | 0.046 | 0.033 | 0.029 | 0.070 | 0.043 | 0.030 | 0.196 | 0.060 | 0.039 | 0.026 | 0.032 | 0.039 | 0.013 | 0.033 | 0.019 | 0.050 | 0.088 | 0.506 | 1.000 | 0.127 | 0.206 | 0.187 | 0.585 | 0.152 | 0.068 | 0.141 | 0.270 | 1.000 | 0.049 | 0.057 |
| glimepiride | 0.040 | 0.026 | 0.021 | 0.031 | 0.020 | 0.021 | 0.013 | 0.045 | 0.028 | 0.028 | 0.023 | 0.018 | 0.033 | 0.023 | 0.014 | 0.057 | 0.034 | 0.024 | 0.139 | 0.127 | 1.000 | 0.074 | 0.071 | 0.006 | 0.044 | 0.005 | 0.039 | 0.041 | 0.127 | 0.017 | 0.012 |
| glipizide | 0.062 | 0.011 | 0.028 | 0.017 | 0.021 | 0.015 | 0.014 | 0.064 | 0.061 | 0.035 | 0.030 | 0.023 | 0.056 | 0.022 | 0.022 | 0.009 | 0.000 | 0.020 | 0.198 | 0.206 | 0.074 | 1.000 | 0.108 | 0.035 | 0.049 | 0.017 | 0.041 | 0.078 | 0.206 | 0.009 | 0.014 |
| glyburide | 0.083 | 0.027 | 0.056 | 0.036 | 0.027 | 0.014 | 0.014 | 0.049 | 0.068 | 0.044 | 0.040 | 0.041 | 0.077 | 0.029 | 0.039 | 0.004 | 0.008 | 0.017 | 0.178 | 0.187 | 0.071 | 0.108 | 1.000 | 0.079 | 0.025 | 0.025 | 0.036 | 0.140 | 0.187 | 0.039 | 0.009 |
| insulin | 0.093 | 0.067 | 0.077 | 0.043 | 0.104 | 0.098 | 0.032 | 0.205 | 0.138 | 0.066 | 0.044 | 0.107 | 0.073 | 0.052 | 0.071 | 0.042 | 0.063 | 0.106 | 0.514 | 0.585 | 0.006 | 0.035 | 0.079 | 1.000 | 0.004 | 0.007 | 0.003 | 0.033 | 0.585 | 0.065 | 0.067 |
| pioglitazone | 0.050 | 0.009 | 0.031 | 0.028 | 0.005 | 0.017 | 0.012 | 0.071 | 0.050 | 0.019 | 0.022 | 0.013 | 0.043 | 0.027 | 0.023 | 0.031 | 0.017 | 0.000 | 0.202 | 0.152 | 0.044 | 0.049 | 0.025 | 0.004 | 1.000 | 0.019 | 0.065 | 0.057 | 0.152 | 0.000 | 0.000 |
| repaglinide | 0.051 | 0.030 | 0.026 | 0.031 | 0.036 | 0.032 | 0.000 | 0.029 | 0.013 | 0.019 | 0.020 | 0.040 | 0.051 | 0.027 | 0.020 | 0.059 | 0.018 | 0.026 | 0.075 | 0.068 | 0.005 | 0.017 | 0.025 | 0.007 | 0.019 | 1.000 | 0.011 | 0.000 | 0.068 | 0.022 | 0.017 |
| rosiglitazone | 0.046 | 0.010 | 0.026 | 0.037 | 0.016 | 0.009 | 0.014 | 0.055 | 0.040 | 0.027 | 0.015 | 0.018 | 0.042 | 0.012 | 0.022 | 0.035 | 0.005 | 0.013 | 0.196 | 0.141 | 0.039 | 0.041 | 0.036 | 0.003 | 0.065 | 0.011 | 1.000 | 0.097 | 0.141 | 0.014 | 0.010 |
| metformin | 0.111 | 0.044 | 0.068 | 0.053 | 0.020 | 0.056 | 0.040 | 0.071 | 0.120 | 0.086 | 0.072 | 0.079 | 0.107 | 0.024 | 0.075 | 0.056 | 0.029 | 0.047 | 0.324 | 0.270 | 0.041 | 0.078 | 0.140 | 0.033 | 0.057 | 0.000 | 0.097 | 1.000 | 0.270 | 0.054 | 0.054 |
| no_meds | 0.044 | 0.046 | 0.033 | 0.029 | 0.070 | 0.043 | 0.030 | 0.196 | 0.060 | 0.039 | 0.026 | 0.032 | 0.039 | 0.013 | 0.033 | 0.019 | 0.050 | 0.088 | 0.506 | 1.000 | 0.127 | 0.206 | 0.187 | 0.585 | 0.152 | 0.068 | 0.141 | 0.270 | 1.000 | 0.049 | 0.057 |
| sum_visits | 0.051 | 0.026 | 0.051 | 0.057 | 0.027 | 0.017 | 0.047 | 0.063 | 0.049 | 0.034 | 0.040 | 0.087 | 0.040 | 0.046 | 0.589 | 0.044 | 0.046 | 0.060 | 0.049 | 0.049 | 0.017 | 0.009 | 0.039 | 0.065 | 0.000 | 0.022 | 0.014 | 0.054 | 0.049 | 1.000 | 0.055 |
| is_diabetic | 0.269 | 0.042 | 0.135 | 0.051 | 0.127 | 0.071 | 0.081 | 0.145 | 0.343 | 0.393 | 0.486 | 0.404 | 0.247 | 0.077 | 0.056 | 0.032 | 0.040 | 0.115 | 0.059 | 0.057 | 0.012 | 0.014 | 0.009 | 0.067 | 0.000 | 0.017 | 0.010 | 0.054 | 0.057 | 0.055 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| race | age | payer_code | invisits | admission_type | disposition | admission_source | length_stay | num_tests | non_lab_procedures | num_meds | diag_1 | diag_2 | diag_3 | num_diag | glucose_test_result | a1c_test_result | change_meds | diabetes_meds | glimepiride | glipizide | glyburide | insulin | pioglitazone | repaglinide | rosiglitazone | metformin | no_meds | sum_visits | is_diabetic | age_sq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| encounter_id | |||||||||||||||||||||||||||||||
| 100000 | Caucasian | 7 | 3.0 | 0 | 1 | 1 | 1 | 3 | 39 | 0 | 4 | 2 | 16 | 3 | 3 | Not tested | Not tested | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 49 |
| 100020 | Caucasian | 5 | 6.0 | 0 | 3 | 1 | 3 | 2 | 9 | 0 | 14 | 8 | 3 | 5 | 5 | Normal | Not tested | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 25 |
| 100022 | Caucasian | 6 | 15.0 | 0 | 6 | 1 | 12 | 4 | 38 | 2 | 15 | 7 | 7 | 3 | 5 | Not tested | Not tested | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 36 |
| 100060 | Not Registered | 7 | 15.0 | 1 | 6 | 1 | 12 | 8 | 39 | 1 | 14 | 3 | 12 | 6 | 5 | Not tested | Not tested | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 49 |
| 100076 | Caucasian | 10 | 7.0 | 0 | 1 | 1 | 1 | 2 | 44 | 0 | 9 | 3 | 10 | 8 | 8 | Not tested | Not tested | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 100 |
| 100078 | Caucasian | 7 | 7.0 | 0 | 6 | 1 | 12 | 6 | 37 | 0 | 21 | 8 | 7 | 3 | 7 | Not tested | Not tested | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 49 |
| 100080 | Not Registered | 5 | 6.0 | 0 | 6 | 1 | 3 | 3 | 30 | 2 | 6 | 9 | 4 | 7 | 5 | Not tested | Not tested | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 25 |
| 100087 | AfricanAmerican | 8 | 7.0 | 0 | 1 | 1 | 15 | 2 | 38 | 0 | 8 | 7 | 7 | 10 | 5 | Not tested | Not tested | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 64 |
| 100096 | Caucasian | 7 | 7.0 | 0 | 0 | 1 | 12 | 3 | 35 | 0 | 10 | 3 | 3 | 3 | 7 | Not tested | Not tested | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 49 |
| 100108 | Caucasian | 9 | 7.0 | 0 | 3 | 21 | 3 | 4 | 17 | 0 | 23 | 7 | 8 | 8 | 9 | Diabetic | Not tested | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 81 |
| race | age | payer_code | invisits | admission_type | disposition | admission_source | length_stay | num_tests | non_lab_procedures | num_meds | diag_1 | diag_2 | diag_3 | num_diag | glucose_test_result | a1c_test_result | change_meds | diabetes_meds | glimepiride | glipizide | glyburide | insulin | pioglitazone | repaglinide | rosiglitazone | metformin | no_meds | sum_visits | is_diabetic | age_sq | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| encounter_id | |||||||||||||||||||||||||||||||
| 999897 | Caucasian | 7 | 7.0 | 0 | 6 | 1 | 12 | 4 | 38 | 0 | 18 | 8 | 16 | 8 | 9 | Not tested | Not tested | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 49 |
| 999906 | Caucasian | 7 | 7.0 | 1 | 1 | 1 | 1 | 1 | 7 | 0 | 9 | 7 | 7 | 7 | 9 | Not tested | Not tested | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 49 |
| 999911 | Caucasian | 8 | 7.0 | 0 | 6 | 1 | 1 | 2 | 57 | 0 | 8 | 7 | 3 | 7 | 6 | Not tested | Not tested | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 64 |
| 999928 | Not Registered | 6 | 6.0 | 0 | 0 | 1 | 12 | 1 | 21 | 3 | 12 | 7 | 3 | 5 | 4 | Not tested | Not tested | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 36 |
| 999940 | Caucasian | 10 | 7.0 | 0 | 0 | 1 | 12 | 1 | 21 | 1 | 7 | 7 | 8 | 7 | 9 | Not tested | Diabetic | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 100 |
| 999944 | AfricanAmerican | 8 | 8.0 | 0 | 0 | 1 | 12 | 1 | 23 | 3 | 16 | 7 | 7 | 3 | 4 | Not tested | Not tested | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 64 |
| 999953 | Caucasian | 8 | 7.0 | 0 | 1 | 1 | 12 | 1 | 60 | 0 | 10 | 16 | 8 | 7 | 9 | Not tested | Diabetic | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 64 |
| 999966 | Caucasian | 9 | 7.0 | 1 | 1 | 21 | 1 | 2 | 28 | 0 | 20 | 8 | 7 | 7 | 9 | Not tested | Not tested | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 81 |
| 999968 | Caucasian | 7 | 7.0 | 3 | 1 | 1 | 1 | 5 | 54 | 0 | 29 | 8 | 7 | 3 | 9 | Not tested | Not tested | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 49 |
| 999980 | Caucasian | 6 | 0.0 | 0 | 1 | 1 | 1 | 2 | 61 | 0 | 7 | 9 | 3 | 4 | 9 | Not tested | Not tested | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 36 |
Most frequently occurring
| race | age | payer_code | invisits | admission_type | disposition | admission_source | length_stay | num_tests | non_lab_procedures | num_meds | diag_1 | diag_2 | diag_3 | num_diag | glucose_test_result | a1c_test_result | change_meds | diabetes_meds | glimepiride | glipizide | glyburide | insulin | pioglitazone | repaglinide | rosiglitazone | metformin | no_meds | sum_visits | is_diabetic | age_sq | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AfricanAmerican | 2 | -1.0 | 0 | 1 | 1 | 1 | 3 | 51 | 0 | 3 | 3 | -1 | -1 | 1 | Not tested | Diabetic | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 2 |
| 1 | Caucasian | 0 | -1.0 | 0 | 1 | 1 | 1 | 3 | 47 | 0 | 5 | 3 | -1 | -1 | 1 | Not tested | Diabetic | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |
| 2 | Caucasian | 5 | 8.0 | 4 | 0 | 1 | 12 | 1 | 19 | 6 | 17 | 7 | 7 | 7 | 9 | Not tested | Not tested | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 25 | 2 |
| 3 | Caucasian | 9 | 7.0 | 0 | 0 | 1 | 12 | 1 | 1 | 2 | 11 | 7 | 7 | 7 | 8 | Not tested | Not tested | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 81 | 2 |